MARC状态：审校 文献类型：西文图书 浏览次数：91
- 题名/责任者:
- Activity learning : discovering, recognizing, and predicting human behavior from sensor data / Diane J. Cook, Narayanan C. Krishnan.
- 出版发行项:
- Hoboken, New Jersey : Wiley, [2015]
- ISBN:
- 9781118893760
- ISBN:
- 111889376X
- 载体形态项:
- xvii, 257 pages : illustrations ; 25 cm.
- 其他载体形态:
- Online version: Cook, Diane J., 1963- Activity learning Hoboken, New Jersey : Wiley, 2015 9781119010234
- 个人责任者:
- Cook, Diane J., 1963-, author.
- 附加个人名称:
- Krishnan, Narayanan C., author.
- 论题主题:
- Active learning-Data processing.
- 论题主题:
- Detectors-Data processing.
- 论题主题:
- Multisensor data fusion.
- 中图法分类号:
- TP274
- 中图法分类号:
- G642.4-37
- 书目附注:
- Includes bibliographical references (pages 237-251) and index.
- 内容附注:
- Machine generated contents note: 1 Introduction 2 Activities 2.1 Definitions 2.2 Classes of Activities 2.3 Additional Reading 3 Sensing 3.1 Sensors Used for Activity Learning 3.2 Sample Sensor Datasets 3.3 Features 3.4 Multisensor Fusion 3.5 Additional Reading 4 Machine Learning 4.1 Supervised Learning Framework 4.2 Na??ve Bayes Classifier 4.3 Gaussian Mixture Model 4.4 Hidden Markov Model 4.5 Decision Tree 4.6 Support Vector Machine 4.7 Conditional Random Field 4.8 Combining Classifier Models 4.9 Dimensionality Reduction 4.10 Additional Reading 5 Activity Recognition 5.1 Activity Segmentation 5.2 Sliding Windows 5.3 Unsupervised Segmentation 5.4 Measuring Performance 5.5 Additional Reading 6 Activity Discovery 6.1 Zero-Shot Learning 6.2 Sequence Mining 6.3 Clustering 6.4 Topic Models 6.5 Measuring Performance 6.6 Additional Reading 7 Activity Prediction 7.1 Activity Sequence Prediction 7.2 Activity Forecasting 7.3 Probabilistic Graph-Based Activity Prediction 7.4 Rule-Based Activity Timing Prediction 7.5 Measuring Performance 7.6 Additional Reading 8 Activity Learning in the Wild 8.1 Collecting Annotated Sensor Data 8.2 Transfer Learning 8.3 Multi-Label Learning 8.4 Activity Learning for Multiple Individuals 8.5 Additional Reading 9 Applications of Activity Learning 9.1 Health 9.2 Activity-Aware Services 9.3 Security and Emergency Management 9.4 Activity Reconstruction, Expression and Visualization 9.5 Analyzing Human Dynamics 9.6 Additional Reading 10 The Future of Activity Learning Appendix: Sample Activity Data Bibliography.
- 摘要附注:
- "The book provides an in-depth look at computational approaches to activity learning from sensor data"--
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